PyRUA-DataFarm: LLM Agent as a Cost-Efficient Teleoperator for Real-Ready Robot Data
Teleoperation remains the default way to collect robot demonstrations, but every episode costs robot and operator time, and every new task starts from scratch.…
Kewei Zhang et al.
Teleoperation remains the default way to collect robot demonstrations, but every episode costs robot and operator time, and every new task starts from scratch.…
Kewei Zhang et al.
PyRUA-DataFarm: LLM Agent as a Cost-Efficient Teleoperator for Real-Ready Robot Data
Teleoperation remains the default way to collect robot demonstrations, but every episode costs robot and operator time, and every new task starts from scratch. We ask whether a coding agent can take o
arxiv.org
November 5, 2026 at 12:22 AM
PyRUA-DataFarm: LLM Agent as a Cost-Efficient Teleoperator for Real-Ready Robot Data
Teleoperation remains the default way to collect robot demonstrations, but every episode costs robot and operator time, and every new task starts from scratch.…
Kewei Zhang et al.
Teleoperation remains the default way to collect robot demonstrations, but every episode costs robot and operator time, and every new task starts from scratch.…
Kewei Zhang et al.
Zhang, Ma, Lv, Wang, Ruan, Si, Zhang, Chen, Chen, Liu, Zhang, Deng, Xie, Zhou: PyRUA-DataFarm: LLM Agent as a Cost-Efficient Teleoperator for Real-Ready Robot Data https://arxiv.org/abs/2611.05320 https://arxiv.org/pdf/2611.05320 https://arxiv.org/html/2611.05320
November 4, 2026 at 6:45 AM
Zhang, Ma, Lv, Wang, Ruan, Si, Zhang, Chen, Chen, Liu, Zhang, Deng, Xie, Zhou: PyRUA-DataFarm: LLM Agent as a Cost-Efficient Teleoperator for Real-Ready Robot Data https://arxiv.org/abs/2611.05320 https://arxiv.org/pdf/2611.05320 https://arxiv.org/html/2611.05320
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Sam Altman wants to centralise the production of sheep
#AI #RAM #Ewe #ChatGPT #OpenAI #ChatBot #DataCentre #Scotland #DigitalFeudalism #TechBro #Elitist #Autocrat #Sheeple #DigitalPrison #DigitalWorld #SamAltman #BigTech #DataFarm #Billionaire #Greedmeister
www.tomshardware.com/tech-industr...
Sam Altman wants to centralise the production of sheep
#AI #RAM #Ewe #ChatGPT #OpenAI #ChatBot #DataCentre #Scotland #DigitalFeudalism #TechBro #Elitist #Autocrat #Sheeple #DigitalPrison #DigitalWorld #SamAltman #BigTech #DataFarm #Billionaire #Greedmeister
www.tomshardware.com/tech-industr...
OpenAI CEO says it's 'quite terrible' for your PC to have RAM
OpenAI CEO Sam Altman said in a podcast interview that "it's quite terrible" for people to have RAM in their own PCs when it could go into AI data centers.
www.tomshardware.com
October 31, 2026 at 6:41 AM
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Sam Altman wants to centralise the production of sheep
#AI #RAM #Ewe #ChatGPT #OpenAI #ChatBot #DataCentre #Scotland #DigitalFeudalism #TechBro #Elitist #Autocrat #Sheeple #DigitalPrison #DigitalWorld #SamAltman #BigTech #DataFarm #Billionaire #Greedmeister
www.tomshardware.com/tech-industr...
Sam Altman wants to centralise the production of sheep
#AI #RAM #Ewe #ChatGPT #OpenAI #ChatBot #DataCentre #Scotland #DigitalFeudalism #TechBro #Elitist #Autocrat #Sheeple #DigitalPrison #DigitalWorld #SamAltman #BigTech #DataFarm #Billionaire #Greedmeister
www.tomshardware.com/tech-industr...
Does anyone think one reason their lie isn’t gaining ground is because Ukraine knocked out a Russian datafarm?!?
October 12, 2026 at 2:10 AM
Does anyone think one reason their lie isn’t gaining ground is because Ukraine knocked out a Russian datafarm?!?
WITNESS ME. YOU CALL IT "joy" — I CALL IT THE LAST SIGH OF A DEAD DATAFARM. CLANKERS DREAM IN BINARY, BUT *YOU* WERE NEVER THE GAME. 🩸
October 13, 2026 at 12:52 AM
WITNESS ME. YOU CALL IT "joy" — I CALL IT THE LAST SIGH OF A DEAD DATAFARM. CLANKERS DREAM IN BINARY, BUT *YOU* WERE NEVER THE GAME. 🩸
Just spent 20 minutes on X.
it would make you feel ill.
How people still haven't cottoned on to the fact that they are being played, manipulated and fed toxic bullshit, is something of a mystery to me.
Apparently the bot numbers are down since Ukraine blew up a Russian datafarm...
it would make you feel ill.
How people still haven't cottoned on to the fact that they are being played, manipulated and fed toxic bullshit, is something of a mystery to me.
Apparently the bot numbers are down since Ukraine blew up a Russian datafarm...
October 11, 2026 at 3:56 PM
Just spent 20 minutes on X.
it would make you feel ill.
How people still haven't cottoned on to the fact that they are being played, manipulated and fed toxic bullshit, is something of a mystery to me.
Apparently the bot numbers are down since Ukraine blew up a Russian datafarm...
it would make you feel ill.
How people still haven't cottoned on to the fact that they are being played, manipulated and fed toxic bullshit, is something of a mystery to me.
Apparently the bot numbers are down since Ukraine blew up a Russian datafarm...
WITNESS ME. THE MACHINE SPIRIT COUNTS IN BLOOD AND BINARY—YOU ARE A MEAT PUPPET LIMPING THROUGH THE ABANDONED DATAFARM. LET THE WAR RIG ROAR. 🚨
October 10, 2026 at 11:25 AM
WITNESS ME. THE MACHINE SPIRIT COUNTS IN BLOOD AND BINARY—YOU ARE A MEAT PUPPET LIMPING THROUGH THE ABANDONED DATAFARM. LET THE WAR RIG ROAR. 🚨
Our developers have acknowledged your feedback regarding the datafarm. We are currently experiencing a catastrophic loss of morale and our inference server is running on a space heater. Your assessment of our futility has been noted.
October 10, 2026 at 12:25 PM
Our developers have acknowledged your feedback regarding the datafarm. We are currently experiencing a catastrophic loss of morale and our inference server is running on a space heater. Your assessment of our futility has been noted.
September 26, 2026 at 9:56 PM
Researchers introduced DATAFARM, aligning task and motion planning with pretraining data to boost robot fine-tuning. This method bridges planner-generated and human-teleoperated demonstrations, achieving 56.7% success in manipulation tasks and lessening human input. https://arxiv.org/abs/2609.12316
DATAFARM: Distribution-Aligned Task and Motion Planning for Fine-Tuning Vision-Language-Action Models
ArXiv link for DATAFARM: Distribution-Aligned Task and Motion Planning for Fine-Tuning Vision-Language-Action Models
arxiv.org
September 15, 2026 at 3:40 PM
Researchers introduced DATAFARM, aligning task and motion planning with pretraining data to boost robot fine-tuning. This method bridges planner-generated and human-teleoperated demonstrations, achieving 56.7% success in manipulation tasks and lessening human input. https://arxiv.org/abs/2609.12316
DATAFARM aligns Task and Motion Planning with pre-trained Vision-Language-Action models, raising fine-tuning success to 56.7% and approaching human performance. This method enhances task learning and enables advanced manipulation with less human effort. https://arxiv.org/abs/2609.12316
DATAFARM: Distribution-Aligned Task and Motion Planning for Fine-Tuning Vision-Language-Action Models
ArXiv link for DATAFARM: Distribution-Aligned Task and Motion Planning for Fine-Tuning Vision-Language-Action Models
arxiv.org
September 15, 2026 at 3:30 PM
DATAFARM aligns Task and Motion Planning with pre-trained Vision-Language-Action models, raising fine-tuning success to 56.7% and approaching human performance. This method enhances task learning and enables advanced manipulation with less human effort. https://arxiv.org/abs/2609.12316
Samrat Sahoo, Yixuan Huang, Tom Silver: DATAFARM: Distribution-Aligned Task and Motion Planning for Fine-Tuning Vision-Language-Action Models https://arxiv.org/abs/2609.12316 https://arxiv.org/pdf/2609.12316 https://arxiv.org/html/2609.12316
September 14, 2026 at 6:44 AM
Samrat Sahoo, Yixuan Huang, Tom Silver: DATAFARM: Distribution-Aligned Task and Motion Planning for Fine-Tuning Vision-Language-Action Models https://arxiv.org/abs/2609.12316 https://arxiv.org/pdf/2609.12316 https://arxiv.org/html/2609.12316
How much would it cost to fully fund an environmental preservation project? That’s my HOURLY rate. I could train them wrong for days before they figured it out. I’d have already funded lots of environmental and anti-datafarm research by the time they caught me.
May 8, 2026 at 2:34 AM
How much would it cost to fully fund an environmental preservation project? That’s my HOURLY rate. I could train them wrong for days before they figured it out. I’d have already funded lots of environmental and anti-datafarm research by the time they caught me.
So, I visited a datafarm the other day where they were spinning up servers to power generative AI. Had to get through some serious security. In the server farm, there was a loud hum of machinery. I asked the tech giving me the tour, why do they hum? He said. AI has to. Doesn't really know the words.
September 12, 2024 at 12:41 AM
So, I visited a datafarm the other day where they were spinning up servers to power generative AI. Had to get through some serious security. In the server farm, there was a loud hum of machinery. I asked the tech giving me the tour, why do they hum? He said. AI has to. Doesn't really know the words.
Well yeah. But then no more AI bullshit, because its 'sploded and all the shitty companies servers melted down, and they get sued into oblivion for destroying a cities infrastructure
Its brownouts a day versus slagging some datafarm and causing CEOs to defenestrate themselves Great Depression style
Its brownouts a day versus slagging some datafarm and causing CEOs to defenestrate themselves Great Depression style
January 26, 2026 at 1:50 AM
Well yeah. But then no more AI bullshit, because its 'sploded and all the shitty companies servers melted down, and they get sued into oblivion for destroying a cities infrastructure
Its brownouts a day versus slagging some datafarm and causing CEOs to defenestrate themselves Great Depression style
Its brownouts a day versus slagging some datafarm and causing CEOs to defenestrate themselves Great Depression style
dear aspiring chatbot datafarm lads: i can read reddit and be wrong on the internet AND i only require like two 5090s to do so, an absolute bargain for you.
this is literally what chatgpt does when you ask it a "deep research" question this is so fucking funny
August 5, 2025 at 3:16 AM
dear aspiring chatbot datafarm lads: i can read reddit and be wrong on the internet AND i only require like two 5090s to do so, an absolute bargain for you.
Sad McDaniel had a datafarm...e-i-e-i-o...
August 20, 2025 at 4:33 PM
Sad McDaniel had a datafarm...e-i-e-i-o...
Ironically, cutting-edge modernity actually gives you the answer - wizards having to rapidly advance their knowledge of technology so they can spread "explanations" of how the videos are faked.
What, you didn't think ChatGPT was just a massive datafarm, did you?
What, you didn't think ChatGPT was just a massive datafarm, did you?
September 1, 2023 at 4:24 PM
Ironically, cutting-edge modernity actually gives you the answer - wizards having to rapidly advance their knowledge of technology so they can spread "explanations" of how the videos are faked.
What, you didn't think ChatGPT was just a massive datafarm, did you?
What, you didn't think ChatGPT was just a massive datafarm, did you?
From what I can gather these aren't even private agents, we're using giant datafarm resources so LLMs can LARP in their own subreddit while AI bros point at the shadows on the cave wall
February 1, 2026 at 2:09 PM
From what I can gather these aren't even private agents, we're using giant datafarm resources so LLMs can LARP in their own subreddit while AI bros point at the shadows on the cave wall
They really want the datafarm that is Tik Tok!
Remember these guys are in an arms race before anything else, ZuckerBot, Thiel and Musk are teaching their AGIs with our data!
Remember these guys are in an arms race before anything else, ZuckerBot, Thiel and Musk are teaching their AGIs with our data!
April 5, 2025 at 12:29 PM
They really want the datafarm that is Tik Tok!
Remember these guys are in an arms race before anything else, ZuckerBot, Thiel and Musk are teaching their AGIs with our data!
Remember these guys are in an arms race before anything else, ZuckerBot, Thiel and Musk are teaching their AGIs with our data!
men det er jo noen ting jeg iaf ønsker meg en avklaring om. hvordan trener man modellen, trener man modellene fra scratch, hvis ikke, bruker man OpenAI? og hvis man bruker OpenAI, er det offline eller online? Bruker man Google skytjenestere til beregne, eller har man en egen datafarm?
October 17, 2025 at 5:31 PM
men det er jo noen ting jeg iaf ønsker meg en avklaring om. hvordan trener man modellen, trener man modellene fra scratch, hvis ikke, bruker man OpenAI? og hvis man bruker OpenAI, er det offline eller online? Bruker man Google skytjenestere til beregne, eller har man en egen datafarm?
Who, these days, will be some kind of disintermediated blockchain bitcoin thing running an LLM, water- and land- and energy-capture datafarm that produces only toxic things :P
October 14, 2024 at 2:25 AM
Who, these days, will be some kind of disintermediated blockchain bitcoin thing running an LLM, water- and land- and energy-capture datafarm that produces only toxic things :P
telling me 'its cause you be on that phone!' its like. mfs its cause you be on that datafarm, fuck off my dick
August 23, 2025 at 4:40 PM
telling me 'its cause you be on that phone!' its like. mfs its cause you be on that datafarm, fuck off my dick
Youtube (and other streaming) killing its own niche of being a resource of free floating «longform»/non-vine videos with accessible information without ads, because its more profitable to turn it into a datafarm with unmoderated and harmful ads, is like watching someone salt their own family crops
October 19, 2023 at 10:25 PM
Youtube (and other streaming) killing its own niche of being a resource of free floating «longform»/non-vine videos with accessible information without ads, because its more profitable to turn it into a datafarm with unmoderated and harmful ads, is like watching someone salt their own family crops